Effect | Without laboratory data | With laboratory data | ||||
---|---|---|---|---|---|---|
Odds Ratio | 95Â % Wald | Odds Ratio | 95Â % Wald | |||
Confidence Limits | Confidence Limits | |||||
Patient demographics | Â | Â | Â | Â | Â | Â |
Age (years) | Â | Â | Â | Â | Â | Â |
 18–44 | reference |  |  | reference |  |  |
 45–64 | .933 | .774 | 1.13 | .911 | .754 | 1.10 |
 65–84 | .652 | .548 | .777** | .645 | .540 | .770** |
 85+ | .736 | .612 | .886** | .714 | .592 | .863** |
Female | 1.22 | 1.12 | 1.32** | 1.20 | 1.11 | 1.31** |
AHRQ comorbidity indicators | Â | Â | Â | Â | Â | Â |
Hypertension | 1.26 | 1.16 | 1.38** | 1.23 | 1.12 | 1.34** |
Renal failure | .986 | .903 | 1.08 | 1.05 | .940 | 1.17 |
Chronic lung disease | .829 | .761 | .904 | .821 | .752 | .897** |
Diabetes mellitus | .922 | .848 | 1.00 | .932 | .856 | 1.01 |
Weight loss | 2.48 | 1.83 | 3.36** | 2.50 | 1.84 | 3.39** |
Paralysis and other neurological disorders | .874 | .753 | 1.00 | .887 | .763 | 1.03 |
Metastatic cancer | 1.51 | .953 | 2.38 | 1.46 | .915 | 2.31 |
Peripheral vascular disease | 1.11 | .972 | 1.28 | 1.11 | .964 | 1.27 |
Depression and psychoses | 1.08 | .946 | 1.23 | 1.06 | .931 | 1.21 |
Liver disease | 1.11 | .830 | 1.50 | 1.10 | .819 | 1.49 |
Characteristics of the stay | Â | Â | Â | Â | Â | Â |
Year | Â | Â | Â | Â | Â | Â |
 2008 | 2.95 | 2.58 | 3.37** | 3.60 | 3.31 | 4.14** |
 2010 | 1.47 | 1.29 | 1.67** | 1.36 | 1.20 | 1.55** |
 2011 | 1.12 | .992 | 1.26 | 1.07 | .942 | 1.21 |
 2012 | reference |  |  | reference |  |  |
APR-DRG Severity | Â | Â | Â | Â | Â | Â |
 1 | reference |  |  | reference |  |  |
 2 | 1.01 | .861 | 1.19 | .918 | .779 | 1.08 |
 3 | 1.22 | 1.03 | 1.43* | 1.12 | .942 | 1.32 |
 4 | 1.55 | 1.26 | 1.92** | 1.43 | 1.15 | 1.78** |
Laboratory results | Â | Â | Â | Â | Â | Â |
Hemoglobin – abnormal |  |  |  | .957 | .869 | 1.06 |
Hemoglobin – severely abnormal |  |  |  | 1.07 | .673 | 1.71 |
Hemoglobin – missing |  |  |  | .922 | .765 | 1.11 |
Sodium – abnormal |  |  |  | 1.10 | .922 | 1.32 |
Sodium – severely abnormal |  |  |  | .831 | .527 | 1.31 |
Sodium – missing |  |  |  | .799 | .487 | 1.31 |
Creatinine – abnormal |  |  |  | .811 | .723 | .909** |
Creatinine – severely abnormal |  |  |  | .917 | .801 | 1.05 |
Creatinine – missing |  |  |  | 1.17 | .730 | 1.86 |
BNP – abnormal |  |  |  | 1.05 | .931 | 1.17 |
BNP – severely abnormal |  |  |  | 1.29 | 1.12 | 1.48** |
BNP – missing |  |  |  | .461 | .407 | .522** |
AIC | 14,981.9 | 14,643.1 |